1 Wykorzystane biblioteki

Użyto następujących bibliotek:

  • dplyr
  • ggplot2
  • DT
  • data.table
  • kableExtra
  • Hmisc
  • corrplot
  • PerformanceAnalytics
  • caret
  • purrr
  • tidyr
  • plotly

2 Wczytywanie danych

Funkcja ‘fread’ zapewnia szybsze wczytywanie pliku niż ‘read_table’, dlatego to na nią padł wybór.

4 Obsługa brakujących danych

Kolumna “weight_col” wydaje się zawierać wartości puste dla większości wierszy, dlatego też wykluczono ją ze zbioru danych. Poza tym, pominięto wiersze z brakującymi wartościami, gdyż jest ich niewiele w stosunku do rozmiaru całego zbioru.

5 Podstawowa specyfikacja zbioru danych

## [1] "Liczba wierszy: 177579"
## [1] "Liczba kolumn: 411"
blob_coverage res_coverage title pdb_code res_name res_id chain_id blob_volume_coverage blob_volume_coverage_second res_volume_coverage res_volume_coverage_second local_res_atom_count local_res_atom_non_h_count local_res_atom_non_h_occupancy_sum local_res_atom_non_h_electron_sum local_res_atom_non_h_electron_occupancy_sum local_res_atom_C_count local_res_atom_N_count local_res_atom_O_count local_res_atom_S_count dict_atom_non_h_count dict_atom_non_h_electron_sum dict_atom_C_count dict_atom_N_count dict_atom_O_count dict_atom_S_count skeleton_data skeleton_cycle_4 skeleton_diameter skeleton_cycle_6 skeleton_cycle_7 skeleton_closeness_006_008 skeleton_closeness_002_004 skeleton_cycle_3 skeleton_avg_degree skeleton_closeness_004_006 skeleton_closeness_010_012 skeleton_closeness_012_014 skeleton_edges skeleton_radius skeleton_cycle_8_plus skeleton_closeness_020_030 skeleton_deg_5_plus skeleton_closeness_016_018 skeleton_closeness_008_010 skeleton_closeness_018_020 skeleton_average_clustering skeleton_closeness_040_050 skeleton_closeness_014_016 skeleton_center skeleton_closeness_000_002 skeleton_density skeleton_closeness_030_040 skeleton_deg_4 skeleton_deg_0 skeleton_deg_1 skeleton_deg_2 skeleton_deg_3 skeleton_graph_clique_number skeleton_nodes skeleton_cycles skeleton_cycle_5 skeleton_closeness_050_plus skeleton_periphery local_volume local_electrons local_mean local_std local_min local_max local_max_over_std local_skewness local_cut_by_mainchain_volume local_near_cut_count_C local_near_cut_count_other local_near_cut_count_S local_near_cut_count_O local_near_cut_count_N part_00_shape_segments_count part_00_density_segments_count part_00_volume part_00_electrons part_00_mean part_00_std part_00_max part_00_max_over_std part_00_skewness part_00_parts part_00_shape_O3 part_00_shape_O4 part_00_shape_O5 part_00_shape_FL part_00_shape_O3_norm part_00_shape_O4_norm part_00_shape_O5_norm part_00_shape_FL_norm part_00_shape_I1 part_00_shape_I2 part_00_shape_I3 part_00_shape_I4 part_00_shape_I5 part_00_shape_I6 part_00_shape_I1_norm part_00_shape_I2_norm part_00_shape_I3_norm part_00_shape_I4_norm part_00_shape_I5_norm part_00_shape_I6_norm part_00_shape_M000 part_00_shape_CI part_00_shape_E3_E1 part_00_shape_E2_E1 part_00_shape_E3_E2 part_00_shape_sqrt_E1 part_00_shape_sqrt_E2 part_00_shape_sqrt_E3 part_00_density_O3 part_00_density_O4 part_00_density_O5 part_00_density_FL part_00_density_O3_norm part_00_density_O4_norm part_00_density_O5_norm part_00_density_FL_norm part_00_density_I1 part_00_density_I2 part_00_density_I3 part_00_density_I4 part_00_density_I5 part_00_density_I6 part_00_density_I1_norm part_00_density_I2_norm part_00_density_I3_norm part_00_density_I4_norm part_00_density_I5_norm part_00_density_I6_norm part_00_density_M000 part_00_density_CI part_00_density_E3_E1 part_00_density_E2_E1 part_00_density_E3_E2 part_00_density_sqrt_E1 part_00_density_sqrt_E2 part_00_density_sqrt_E3 part_00_shape_Z_7_3 part_00_shape_Z_0_0 part_00_shape_Z_7_0 part_00_shape_Z_7_1 part_00_shape_Z_3_0 part_00_shape_Z_5_2 part_00_shape_Z_6_1 part_00_shape_Z_3_1 part_00_shape_Z_6_0 part_00_shape_Z_2_1 part_00_shape_Z_6_3 part_00_shape_Z_2_0 part_00_shape_Z_6_2 part_00_shape_Z_5_0 part_00_shape_Z_5_1 part_00_shape_Z_4_2 part_00_shape_Z_1_0 part_00_shape_Z_4_1 part_00_shape_Z_7_2 part_00_shape_Z_4_0 part_00_density_Z_7_3 part_00_density_Z_0_0 part_00_density_Z_7_0 part_00_density_Z_7_1 part_00_density_Z_3_0 part_00_density_Z_5_2 part_00_density_Z_6_1 part_00_density_Z_3_1 part_00_density_Z_6_0 part_00_density_Z_2_1 part_00_density_Z_6_3 part_00_density_Z_2_0 part_00_density_Z_6_2 part_00_density_Z_5_0 part_00_density_Z_5_1 part_00_density_Z_4_2 part_00_density_Z_1_0 part_00_density_Z_4_1 part_00_density_Z_7_2 part_00_density_Z_4_0 part_01_shape_segments_count part_01_density_segments_count part_01_volume part_01_electrons part_01_mean part_01_std part_01_max part_01_max_over_std part_01_skewness part_01_parts part_01_shape_O3 part_01_shape_O4 part_01_shape_O5 part_01_shape_FL part_01_shape_O3_norm part_01_shape_O4_norm part_01_shape_O5_norm part_01_shape_FL_norm part_01_shape_I1 part_01_shape_I2 part_01_shape_I3 part_01_shape_I4 part_01_shape_I5 part_01_shape_I6 part_01_shape_I1_norm part_01_shape_I2_norm part_01_shape_I3_norm part_01_shape_I4_norm part_01_shape_I5_norm part_01_shape_I6_norm part_01_shape_M000 part_01_shape_CI part_01_shape_E3_E1 part_01_shape_E2_E1 part_01_shape_E3_E2 part_01_shape_sqrt_E1 part_01_shape_sqrt_E2 part_01_shape_sqrt_E3 part_01_density_O3 part_01_density_O4 part_01_density_O5 part_01_density_FL part_01_density_O3_norm part_01_density_O4_norm part_01_density_O5_norm part_01_density_FL_norm part_01_density_I1 part_01_density_I2 part_01_density_I3 part_01_density_I4 part_01_density_I5 part_01_density_I6 part_01_density_I1_norm part_01_density_I2_norm part_01_density_I3_norm part_01_density_I4_norm part_01_density_I5_norm part_01_density_I6_norm part_01_density_M000 part_01_density_CI part_01_density_E3_E1 part_01_density_E2_E1 part_01_density_E3_E2 part_01_density_sqrt_E1 part_01_density_sqrt_E2 part_01_density_sqrt_E3 part_01_shape_Z_7_3 part_01_shape_Z_0_0 part_01_shape_Z_7_0 part_01_shape_Z_7_1 part_01_shape_Z_3_0 part_01_shape_Z_5_2 part_01_shape_Z_6_1 part_01_shape_Z_3_1 part_01_shape_Z_6_0 part_01_shape_Z_2_1 part_01_shape_Z_6_3 part_01_shape_Z_2_0 part_01_shape_Z_6_2 part_01_shape_Z_5_0 part_01_shape_Z_5_1 part_01_shape_Z_4_2 part_01_shape_Z_1_0 part_01_shape_Z_4_1 part_01_shape_Z_7_2 part_01_shape_Z_4_0 part_01_density_Z_7_3 part_01_density_Z_0_0 part_01_density_Z_7_0 part_01_density_Z_7_1 part_01_density_Z_3_0 part_01_density_Z_5_2 part_01_density_Z_6_1 part_01_density_Z_3_1 part_01_density_Z_6_0 part_01_density_Z_2_1 part_01_density_Z_6_3 part_01_density_Z_2_0 part_01_density_Z_6_2 part_01_density_Z_5_0 part_01_density_Z_5_1 part_01_density_Z_4_2 part_01_density_Z_1_0 part_01_density_Z_4_1 part_01_density_Z_7_2 part_01_density_Z_4_0 part_02_shape_segments_count part_02_density_segments_count part_02_volume part_02_electrons part_02_mean part_02_std part_02_max part_02_max_over_std part_02_skewness part_02_parts part_02_shape_O3 part_02_shape_O4 part_02_shape_O5 part_02_shape_FL part_02_shape_O3_norm part_02_shape_O4_norm part_02_shape_O5_norm part_02_shape_FL_norm part_02_shape_I1 part_02_shape_I2 part_02_shape_I3 part_02_shape_I4 part_02_shape_I5 part_02_shape_I6 part_02_shape_I1_norm part_02_shape_I2_norm part_02_shape_I3_norm part_02_shape_I4_norm part_02_shape_I5_norm part_02_shape_I6_norm part_02_shape_M000 part_02_shape_CI part_02_shape_E3_E1 part_02_shape_E2_E1 part_02_shape_E3_E2 part_02_shape_sqrt_E1 part_02_shape_sqrt_E2 part_02_shape_sqrt_E3 part_02_density_O3 part_02_density_O4 part_02_density_O5 part_02_density_FL part_02_density_O3_norm part_02_density_O4_norm part_02_density_O5_norm part_02_density_FL_norm part_02_density_I1 part_02_density_I2 part_02_density_I3 part_02_density_I4 part_02_density_I5 part_02_density_I6 part_02_density_I1_norm part_02_density_I2_norm part_02_density_I3_norm part_02_density_I4_norm part_02_density_I5_norm part_02_density_I6_norm part_02_density_M000 part_02_density_CI part_02_density_E3_E1 part_02_density_E2_E1 part_02_density_E3_E2 part_02_density_sqrt_E1 part_02_density_sqrt_E2 part_02_density_sqrt_E3 part_02_shape_Z_7_3 part_02_shape_Z_0_0 part_02_shape_Z_7_0 part_02_shape_Z_7_1 part_02_shape_Z_3_0 part_02_shape_Z_5_2 part_02_shape_Z_6_1 part_02_shape_Z_3_1 part_02_shape_Z_6_0 part_02_shape_Z_2_1 part_02_shape_Z_6_3 part_02_shape_Z_2_0 part_02_shape_Z_6_2 part_02_shape_Z_5_0 part_02_shape_Z_5_1 part_02_shape_Z_4_2 part_02_shape_Z_1_0 part_02_shape_Z_4_1 part_02_shape_Z_7_2 part_02_shape_Z_4_0 part_02_density_Z_7_3 part_02_density_Z_0_0 part_02_density_Z_7_0 part_02_density_Z_7_1 part_02_density_Z_3_0 part_02_density_Z_5_2 part_02_density_Z_6_1 part_02_density_Z_3_1 part_02_density_Z_6_0 part_02_density_Z_2_1 part_02_density_Z_6_3 part_02_density_Z_2_0 part_02_density_Z_6_2 part_02_density_Z_5_0 part_02_density_Z_5_1 part_02_density_Z_4_2 part_02_density_Z_1_0 part_02_density_Z_4_1 part_02_density_Z_7_2 part_02_density_Z_4_0 fo_col fc_col grid_space solvent_radius solvent_opening_radius resolution_max_limit resolution FoFc_mean FoFc_std FoFc_square_std FoFc_min FoFc_max part_step_FoFc_std_min part_step_FoFc_std_max part_step_FoFc_std_step
Length:177579 Length:177579 Length:177579 Length:177579 Length:177579 Length:177579 Length:177579 Min. :0.02005 Min. :0.00000 Min. :0.00404 Min. :0.00000 Min. : 1.00 Min. : 1.00 Min. : -7.38 Min. : 3.00 Min. :-45.91 Min. : 0.000 Min. : 0.000 Min. : 0.000 Min. :0.0000 Min. : 1.00 Min. : 3.0 Min. : 0.0 Min. : 0.000 Min. : 0.000 Min. :0.0000 Length:177579 Min. : 0.0000 Min. : 0.00 Min. : 0.00000 Min. : 0.00000 Min. : 0.000 Min. : 0.0000 Min. : 0.0000 Min. :0.000 Min. : 0.000 Min. : 0.000 Min. : 0.00 Min. : 0.00 Min. : 0.00 Min. : 0.0000 Min. : 0.000 Min. : 0.0000 Min. : 0.000 Min. : 0.000 Min. : 0.00 Min. :0.0000000 Min. : 0.000 Min. : 0.000 Min. : 1.00 Min. : 0.0000 Min. :0.00000 Min. : 0.000 Min. : 0.0000 Min. :0.0000 Min. : 0.000 Min. : 0.00 Min. : 0.000 Min. :1.000 Min. : 1.00 Min. : 0.000 Min. : 0.0000 Min. : 0.00 Min. : 1.000 Min. : 92.93 Min. : 0.1827 Min. :0.0006313 Min. :0.004718 Min. :0 Min. : 0.04175 Min. : 3.840 Min. :0.00921 Min. : 0.0000 Min. : 0.000 Min. : 0.0000 Min. :0.0000 Min. : 0.000 Min. : 0.000 Min. : 1.0 Min. : 1.0 Min. : 1.352 Min. : 0.1827 Min. :0.03289 Min. :0.003216 Min. : 0.04175 Min. : 3.840 Min. :0.002465 Min. : 1.000 Min. :1.931e+03 Min. :1.024e+06 Min. :1.195e+08 Min. :2.023e+04 Min. :0.2309 Min. :0.01774 Min. :0.0004519 Min. : 0.00000 Min. :2.602e+04 Min. :1.543e+08 Min. :1.710e+08 Min. :8.411e+03 Min. :1.200e+01 Min. :2.027e+07 Min. : 0.06345 Min. : 0.00107 Min. : 0.001 Min. : 0.00000 Min. : 0.00000 Min. : 0.0049 Min. : 169 Min. :-129.45458 Min. :0.003185 Min. :0.006467 Min. :0.01144 Min. : 1.888 Min. : 1.257 Min. : 0.850 Min. : 306 Min. :3.088e+04 Min. :9.162e+05 Min. :4.687e+03 Min. : 0.03622 Min. :0.000437 Min. :0.0000018 Min. : 0.00000 Min. :4.207e+03 Min. :4.583e+06 Min. :3.848e+06 Min. :2.366e+03 Min. :2.000e+00 Min. :4.399e+05 Min. : 0.00181 Min. : 0.0000 Min. : 0.00 Min. : 0.00000 Min. : 0.00000 Min. : 0.0000 Min. : 22.84 Min. :-155.70141 Min. :0.003196 Min. :0.006444 Min. :0.01305 Min. : 1.503 Min. : 1.200 Min. : 0.8344 Min. : 7.702 Min. : 6.352 Min. : 0.8463 Min. : 3.662 Min. : 0.851 Min. : 5.57 Min. : 2.211 Min. : 3.46 Min. : 0.02436 Min. : 3.86 Min. : 5.503 Min. : 2.107 Min. : 4.107 Min. : 0.8831 Min. : 3.878 Min. : 5.272 Min. :0.7373 Min. : 3.606 Min. : 6.391 Min. : 0.02955 Min. : 5.763 Min. : 2.335 Min. : 0.9849 Min. : 3.509 Min. : 0.7134 Min. : 3.899 Min. : 1.263 Min. : 2.048 Min. : 0.00707 Min. : 2.858 Min. : 2.21 Min. : 2.438 Min. : 1.817 Min. : 0.8741 Min. : 3.117 Min. : 1.959 Min. :0.6768 Min. : 0.917 Min. : 5.11 Min. : 0.00739 Min. : 1.0 Min. : 1.0 Min. : 0.592 Min. : 0.0956 Min. :0.03604 Min. :0.00183 Min. : 0.04175 Min. : 3.840 Min. :0.001374 Min. : 1.000 Min. :3.430e+02 Min. :3.408e+04 Min. :1.019e+06 Min. :3.089e+03 Min. :0.2309 Min. : 0.01772 Min. :0.0004461 Min. : 0.0000 Min. :2.097e+03 Min. :8.599e+05 Min. :1.432e+06 Min. :1.283e+03 Min. :3.000e+00 Min. :2.853e+05 Min. : 0.06342 Min. : 0.0011 Min. : 0.001 Min. : 0.0000 Min. : 0.0000 Min. : 0.0049 Min. : 74 Min. :-142.64311 Min. :0.00321 Min. :0.0054 Min. :0.0118 Min. : 1.428 Min. : 0.9911 Min. : 0.6897 Min. : 109 Min. :3.905e+03 Min. :4.144e+04 Min. :4.390e+02 Min. : 0.03617 Min. : 0.000436 Min. :0.0000017 Min. : 0.0000 Min. :9.170e+02 Min. :2.190e+05 Min. :1.765e+05 Min. :2.140e+02 Min. :1.000e+00 Min. :3.393e+04 Min. : 0.0018 Min. : 0.000 Min. : 0.0 Min. : 0.0000 Min. : 0.0000 Min. : 0.000 Min. : 11.96 Min. :-162.57995 Min. :0.00304 Min. :0.005396 Min. :0.01226 Min. : 1.403 Min. : 0.9791 Min. : 0.6897 Min. : 6.191 Min. : 4.203 Min. : 0.7064 Min. : 4.115 Min. : 0.631 Min. : 4.559 Min. : 1.344 Min. : 3.107 Min. : 0.01809 Min. : 3.10 Min. : 4.204 Min. : 0.3656 Min. : 3.095 Min. : 1.005 Min. : 3.227 Min. : 3.604 Min. :0.7037 Min. : 1.958 Min. : 5.046 Min. : 0.04122 Min. : 5.049 Min. : 1.689 Min. : 1.274 Min. : 3.059 Min. : 0.6425 Min. : 3.654 Min. : 0.7437 Min. : 2.441 Min. : 0.01209 Min. : 1.57 Min. : 1.455 Min. : 0.7497 Min. : 1.132 Min. : 0.8962 Min. : 2.319 Min. : 1.557 Min. :0.6246 Min. : 1.028 Min. : 4.436 Min. : 0.02053 Min. : 0.0 Min. : 0.0 Min. : 0.256 Min. : 0.032 Min. :0.03942 Min. :0.000246 Min. : 0.04175 Min. : 3.840 Min. :0.00017 Min. : 1.000 Min. : 75 Min. :1.809e+03 Min. :1.334e+04 Min. :-2.300e+01 Min. : 0.2270 Min. : 0.01703 Min. :0.000377 Min. : 0.000 Min. :2.080e+02 Min. :1.093e+04 Min. :9.865e+03 Min. :-8.000e+00 Min. :0.000e+00 Min. :5.422e+03 Min. : 0.0603 Min. : 0.00 Min. : 0.0 Min. : 0.000 Min. : 0.000 Min. : 0.005 Min. : 32 Min. :-153.74770 Min. :0.001385 Min. :0.003186 Min. :0.01246 Min. : 0.9532 Min. : 0.5773 Min. : 0.4238 Min. : 10 Min. :3.000e+01 Min. :3.000e+01 Min. :-1.500e+01 Min. : 0.03611 Min. : 0.00043 Min. :0.00e+00 Min. : 0.00 Min. :2.700e+01 Min. :1.840e+02 Min. :1.620e+02 Min. :-6.000e+00 Min. :0.000e+00 Min. :8.800e+01 Min. : 0.002 Min. : 0.0 Min. : 0 Min. : 0.00 Min. : 0.00 Min. : 0.0 Min. : 4.0 Min. :-166.25968 Min. :0.001352 Min. :0.003073 Min. :0.01562 Min. : 0.9319 Min. : 0.5752 Min. : 0.4221 Min. : 5.843 Min. : 2.764 Min. : 1.202 Min. : 3.760 Min. : 0.6562 Min. : 3.978 Min. : 1.237 Min. : 2.615 Min. : 0.00243 Min. : 1.588 Min. : 3.178 Min. : 0.09129 Min. : 2.358 Min. : 1.062 Min. : 2.716 Min. : 2.234 Min. :0.673 Min. : 1.004 Min. : 4.898 Min. : 0.00947 Min. : 4.569 Min. : 0.977 Min. : 1.360 Min. : 3.707 Min. : 0.5339 Min. : 3.528 Min. : 0.4645 Min. : 1.981 Min. : 0.01553 Min. : 0.7794 Min. : 1.113 Min. : 0.05072 Min. : 0.8151 Min. : 1.088 Min. : 1.982 Min. : 0.8687 Min. :0.6087 Min. : 0.5046 Min. : 4.168 Min. : 0.00636 Length:177579 Length:177579 Min. :0.2 Min. :1.9 Min. :1.4 Min. :1 Min. :0.4801 Min. :-1.123e-07 Min. :0.01006 Min. :0.0001011 Min. :-5.39617 Min. : 0.04763 Min. :2.8 Min. :4.05 Min. :0.5
Class :character Class :character Class :character Class :character Class :character Class :character Class :character 1st Qu.:0.49707 1st Qu.:0.00000 1st Qu.:0.28213 1st Qu.:0.00000 1st Qu.: 4.00 1st Qu.: 4.00 1st Qu.: 3.56 1st Qu.: 30.00 1st Qu.: 28.00 1st Qu.: 0.000 1st Qu.: 0.000 1st Qu.: 1.000 1st Qu.:0.0000 1st Qu.: 4.00 1st Qu.: 30.0 1st Qu.: 0.0 1st Qu.: 0.000 1st Qu.: 1.000 1st Qu.:0.0000 Class :character 1st Qu.: 0.0000 1st Qu.: 2.00 1st Qu.: 0.00000 1st Qu.: 0.00000 1st Qu.: 0.000 1st Qu.: 0.0000 1st Qu.: 0.0000 1st Qu.:1.500 1st Qu.: 0.000 1st Qu.: 0.000 1st Qu.: 0.00 1st Qu.: 3.00 1st Qu.: 2.00 1st Qu.: 0.0000 1st Qu.: 0.000 1st Qu.: 0.0000 1st Qu.: 0.000 1st Qu.: 0.000 1st Qu.: 0.00 1st Qu.:0.0000000 1st Qu.: 0.000 1st Qu.: 0.000 1st Qu.: 1.00 1st Qu.: 0.0000 1st Qu.:0.02439 1st Qu.: 0.000 1st Qu.: 0.0000 1st Qu.:0.0000 1st Qu.: 2.000 1st Qu.: 1.00 1st Qu.: 0.000 1st Qu.:2.000 1st Qu.: 4.00 1st Qu.: 0.000 1st Qu.: 0.0000 1st Qu.: 0.00 1st Qu.: 2.000 1st Qu.: 226.20 1st Qu.: 4.0922 1st Qu.:0.0132060 1st Qu.:0.073256 1st Qu.:0 1st Qu.: 0.61440 1st Qu.: 5.577 1st Qu.:0.12902 1st Qu.: 0.0000 1st Qu.: 0.000 1st Qu.: 0.0000 1st Qu.:0.0000 1st Qu.: 0.000 1st Qu.: 0.000 1st Qu.: 5.0 1st Qu.: 5.0 1st Qu.: 7.832 1st Qu.: 4.0724 1st Qu.:0.38054 1st Qu.:0.074090 1st Qu.: 0.61440 1st Qu.: 5.577 1st Qu.:0.065226 1st Qu.: 1.000 1st Qu.:3.351e+04 1st Qu.:2.865e+08 1st Qu.:6.741e+11 1st Qu.:1.561e+09 1st Qu.:0.2702 1st Qu.:0.02171 1st Qu.:0.0005178 1st Qu.: 0.00065 1st Qu.:1.574e+06 1st Qu.:3.990e+11 1st Qu.:8.910e+11 1st Qu.:7.901e+08 1st Qu.:1.176e+08 1st Qu.:2.299e+10 1st Qu.: 0.09841 1st Qu.: 0.00196 1st Qu.: 0.003 1st Qu.: 0.00030 1st Qu.: 0.00004 1st Qu.: 0.0105 1st Qu.: 979 1st Qu.: -0.80317 1st Qu.:0.088081 1st Qu.:0.218899 1st Qu.:0.36964 1st Qu.: 4.151 1st Qu.: 2.729 1st Qu.: 2.057 1st Qu.: 16474 1st Qu.:6.819e+07 1st Qu.:7.807e+10 1st Qu.:3.196e+08 1st Qu.: 0.36984 1st Qu.:0.038915 1st Qu.:0.0011637 1st Qu.: 0.00180 1st Qu.:7.487e+05 1st Qu.:8.769e+10 1st 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Qu.:6.152e+05 1st Qu.:6.062e+08 1st Qu.: 0.0813 1st Qu.: 0.00 1st Qu.: 0.0 1st Qu.: 0.000 1st Qu.: 0.000 1st Qu.: 0.008 1st Qu.: 390 1st Qu.: -0.46654 1st Qu.:0.076691 1st Qu.:0.205152 1st Qu.:0.39623 1st Qu.: 2.9457 1st Qu.: 1.9555 1st Qu.: 1.5169 1st Qu.: 4429 1st Qu.:4.565e+06 1st Qu.:1.308e+09 1st Qu.: 4.678e+06 1st Qu.: 0.31965 1st Qu.: 0.02991 1st Qu.:8.20e-04 1st Qu.: 0.00 1st Qu.:1.071e+05 1st Qu.:1.797e+09 1st Qu.:3.840e+09 1st Qu.: 2.258e+06 1st Qu.:3.123e+05 1st Qu.:2.096e+08 1st Qu.: 0.142 1st Qu.: 0.0 1st Qu.: 0 1st Qu.: 0.00 1st Qu.: 0.00 1st Qu.: 0.0 1st Qu.: 230.8 1st Qu.: -0.49006 1st Qu.:0.075098 1st Qu.:0.202799 1st Qu.:0.39771 1st Qu.: 2.7981 1st Qu.: 1.8909 1st Qu.: 1.4774 1st Qu.: 10.914 1st Qu.: 9.649 1st Qu.: 6.776 1st Qu.: 8.435 1st Qu.: 4.4285 1st Qu.: 9.025 1st Qu.: 7.213 1st Qu.: 7.098 1st Qu.: 3.42718 1st Qu.: 12.476 1st Qu.: 11.044 1st Qu.: 8.79134 1st Qu.: 9.488 1st Qu.: 5.525 1st Qu.: 7.381 1st Qu.: 11.282 1st Qu.:1.339 1st Qu.: 8.919 1st Qu.: 9.731 1st Qu.: 4.59038 1st Qu.: 9.349 1st Qu.: 7.422 1st Qu.: 6.512 1st Qu.: 7.681 1st Qu.: 4.1365 1st Qu.: 7.683 1st Qu.: 5.0415 1st Qu.: 5.811 1st Qu.: 2.43023 1st Qu.: 10.1557 1st Qu.: 7.762 1st Qu.: 7.43513 1st Qu.: 6.6280 1st Qu.: 5.370 1st Qu.: 6.679 1st Qu.: 8.4264 1st Qu.:1.3274 1st Qu.: 6.8180 1st Qu.: 8.582 1st Qu.: 3.31549 Class :character Class :character 1st Qu.:0.2 1st Qu.:1.9 1st Qu.:1.4 1st Qu.:1 1st Qu.:1.7989 1st Qu.:-4.755e-11 1st Qu.:0.09200 1st Qu.:0.0084648 1st Qu.:-0.85492 1st Qu.: 1.17409 1st Qu.:2.8 1st Qu.:4.05 1st Qu.:0.5
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:7.878e+12 Median :8.232e+09 Median :3.359e+09 Median :1.058e+11 Median : 0.55139 Median : 0.0417 Median : 0.14 Median : 0.01134 Median : 0.00478 Median : 0.1540 Median : 1075.32 Median : 0.00000 Median :0.171020 Median :0.388976 Median :0.57840 Median : 5.755 Median : 3.392 Median : 2.5117 Median : 28.458 Median : 21.565 Median : 10.8556 Median : 18.901 Median : 11.355 Median : 26.24 Median : 22.242 Median : 19.08 Median : 10.46459 Median : 30.13 Median : 33.164 Median : 22.950 Median : 29.766 Median : 13.1296 Median : 21.819 Median : 33.193 Median :1.3943 Median : 28.600 Median : 24.998 Median : 15.89588 Median : 21.028 Median : 16.022 Median : 9.3799 Median : 15.202 Median : 8.3382 Median : 19.042 Median : 18.553 Median : 13.251 Median : 8.87765 Median : 22.643 Median : 25.38 Median : 18.001 Median : 23.424 Median : 10.5914 Median : 16.389 Median : 25.023 Median :1.3823 Median : 22.301 Median : 19.03 Median : 13.71252 Median : 17.0 Median : 17.0 Median : 11.472 Median : 6.9268 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Mean : 26.455 Mean : 15.78438 Mean : 251.1 Mean : 251.1 Mean : 20.986 Mean : 13.854 Mean :0.72929 Mean :0.201416 Mean : 1.41937 Mean : 10.188 Mean :0.20325 Mean : 1.394 Mean : 1018793 Mean :3.666e+12 Mean :2.727e+19 Mean : 1.457e+16 Mean : 0.5723 Mean : 0.08678 Mean :0.003468 Mean : 0.373 Mean :1.362e+09 Mean :5.813e+19 Mean :1.495e+21 Mean : 9.167e+15 Mean :5.566e+15 Mean :1.084e+17 Mean : 1.0088 Mean : 1.12 Mean : 18.1 Mean : 0.342 Mean : 0.321 Mean : 1.576 Mean : 2623 Mean : 0.02970 Mean :0.269680 Mean :0.439465 Mean :0.57837 Mean : 7.0806 Mean : 3.7750 Mean : 2.4988 Mean : 595202 Mean :7.855e+11 Mean :6.571e+17 Mean : 1.612e+15 Mean : 0.77147 Mean : 0.16223 Mean :9.64e-03 Mean : 2.84 Mean :7.279e+08 Mean :4.888e+18 Mean :1.378e+20 Mean : 1.041e+15 Mean :6.608e+14 Mean :1.255e+16 Mean : 2.262 Mean : 21.9 Mean : 727 Mean : 3.16 Mean : 3.37 Mean : 9.7 Mean : 1731.7 Mean : 0.02895 Mean :0.272500 Mean :0.440353 Mean :0.58066 Mean : 6.8425 Mean : 3.6165 Mean : 2.3875 Mean : 32.549 Mean : 20.045 Mean : 15.197 Mean : 23.015 Mean : 12.3786 Mean : 27.259 Mean : 24.358 Mean : 19.280 Mean : 11.86917 Mean : 28.946 Mean : 35.804 Mean : 20.96652 Mean : 32.024 Mean : 15.241 Mean : 22.478 Mean : 33.005 Mean :1.655 Mean : 27.976 Mean : 28.823 Mean : 15.36101 Mean : 26.789 Mean : 16.291 Mean : 14.088 Mean : 20.051 Mean :10.3782 Mean : 22.274 Mean : 20.4953 Mean : 15.393 Mean : 10.66922 Mean : 23.6370 Mean : 28.866 Mean : 17.94604 Mean : 26.2006 Mean : 13.598 Mean : 18.972 Mean : 26.7653 Mean :1.6480 Mean : 23.2230 Mean : 24.248 Mean : 13.72278 NA NA Mean :0.2 Mean :1.9 Mean :1.4 Mean :1 Mean :2.1289 Mean : 2.091e-11 Mean :0.13004 Mean :0.0197535 Mean :-0.70678 Mean : 2.67711 Mean :2.8 Mean :4.05 Mean :0.5
NA NA NA NA NA NA NA 3rd Qu.:0.86644 3rd Qu.:0.00000 3rd Qu.:0.73103 3rd Qu.:0.00000 3rd Qu.: 19.00 3rd Qu.: 18.00 3rd Qu.: 16.00 3rd Qu.: 127.00 3rd Qu.:117.00 3rd Qu.:10.000 3rd Qu.: 1.000 3rd Qu.: 5.000 3rd Qu.:0.0000 3rd Qu.: 19.00 3rd Qu.: 132.0 3rd Qu.:10.0 3rd Qu.: 1.000 3rd Qu.: 6.000 3rd Qu.:0.0000 NA 3rd Qu.: 0.0000 3rd Qu.: 35.00 3rd Qu.: 0.00000 3rd Qu.: 0.00000 3rd Qu.: 0.000 3rd Qu.: 0.0000 3rd Qu.: 0.0000 3rd Qu.:1.966 3rd Qu.: 0.000 3rd Qu.: 0.000 3rd Qu.: 0.00 3rd Qu.: 43.00 3rd Qu.: 18.00 3rd Qu.: 0.0000 3rd Qu.: 2.000 3rd Qu.: 0.0000 3rd Qu.: 0.000 3rd Qu.: 0.000 3rd Qu.: 0.00 3rd Qu.:0.0000000 3rd Qu.: 2.000 3rd Qu.: 0.000 3rd Qu.: 2.00 3rd Qu.: 0.0000 3rd Qu.:0.22222 3rd Qu.: 2.000 3rd Qu.: 0.0000 3rd Qu.:0.0000 3rd Qu.: 4.000 3rd Qu.: 38.00 3rd Qu.: 2.000 3rd Qu.:2.000 3rd Qu.: 44.00 3rd Qu.: 0.000 3rd Qu.: 0.0000 3rd Qu.: 11.00 3rd Qu.: 2.000 3rd Qu.: 853.02 3rd Qu.: 21.1526 3rd Qu.:0.0295636 3rd Qu.:0.147573 3rd Qu.:0 3rd Qu.: 1.57651 3rd Qu.: 11.785 3rd Qu.:0.26401 3rd Qu.: 0.0640 3rd Qu.: 7.000 3rd Qu.: 0.0000 3rd Qu.:0.0000 3rd Qu.: 3.000 3rd Qu.: 3.000 3rd Qu.: 161.0 3rd Qu.: 161.0 3rd Qu.: 37.256 3rd Qu.: 20.5021 3rd Qu.:0.73303 3rd Qu.:0.246244 3rd Qu.: 1.57651 3rd Qu.: 11.785 3rd Qu.:0.249349 3rd Qu.: 1.000 3rd Qu.:7.022e+05 3rd Qu.:1.008e+11 3rd Qu.:3.378e+15 3rd Qu.:8.018e+12 3rd Qu.:0.6124 3rd Qu.:0.07082 3rd Qu.:0.0018375 3rd Qu.: 0.03274 3rd Qu.:1.658e+08 3rd Qu.:3.198e+15 3rd Qu.:1.396e+16 3rd Qu.:4.811e+12 3rd Qu.:2.052e+12 3rd Qu.:5.989e+13 3rd Qu.: 0.60042 3rd Qu.: 0.03648 3rd Qu.: 0.199 3rd Qu.: 0.02021 3rd Qu.: 0.00982 3rd Qu.: 0.1997 3rd Qu.: 4657 3rd Qu.: 0.83783 3rd Qu.:0.365883 3rd Qu.:0.623471 3rd Qu.:0.74664 3rd Qu.:10.480 3rd Qu.: 5.436 3rd Qu.: 3.555 3rd Qu.: 313365 3rd Qu.:1.955e+10 3rd Qu.:2.841e+14 3rd Qu.:1.707e+12 3rd Qu.: 0.94509 3rd Qu.:0.174816 3rd Qu.:0.0074351 3rd Qu.: 0.12715 3rd Qu.:7.274e+07 3rd Qu.:5.766e+14 3rd Qu.:2.745e+15 3rd Qu.:1.148e+12 3rd Qu.:5.943e+11 3rd Qu.:1.196e+13 3rd Qu.: 1.48894 3rd Qu.: 0.2286 3rd Qu.: 1.22 3rd Qu.: 0.08499 3rd Qu.: 0.04876 3rd Qu.: 0.7519 3rd Qu.: 2562.76 3rd Qu.: 0.90805 3rd Qu.:0.376282 3rd Qu.:0.628470 3rd Qu.:0.75268 3rd Qu.:10.129 3rd Qu.: 5.154 3rd Qu.: 3.3116 3rd Qu.: 56.052 3rd Qu.: 33.343 3rd Qu.: 23.3009 3rd Qu.: 38.793 3rd Qu.: 20.463 3rd Qu.: 47.20 3rd Qu.: 44.427 3rd Qu.: 32.05 3rd Qu.: 20.18638 3rd Qu.: 50.08 3rd Qu.: 64.133 3rd Qu.: 36.817 3rd Qu.: 58.320 3rd Qu.: 25.6119 3rd Qu.: 39.429 3rd Qu.: 59.448 3rd Qu.:1.5554 3rd Qu.: 51.776 3rd Qu.: 50.178 3rd Qu.: 28.52794 3rd Qu.: 41.451 3rd Qu.: 24.735 3rd Qu.: 20.0104 3rd Qu.: 30.783 3rd Qu.:15.2050 3rd Qu.: 34.835 3rd Qu.: 35.356 3rd Qu.: 22.986 3rd Qu.: 18.12799 3rd Qu.: 36.304 3rd Qu.: 47.50 3rd Qu.: 28.643 3rd Qu.: 44.097 3rd Qu.: 20.5443 3rd Qu.: 30.127 3rd Qu.: 43.430 3rd Qu.:1.5492 3rd Qu.: 38.813 3rd Qu.: 38.06 3rd Qu.: 23.98667 3rd Qu.: 110.0 3rd Qu.: 110.0 3rd Qu.: 27.912 3rd Qu.: 17.8878 3rd Qu.:0.80052 3rd Qu.:0.23533 3rd Qu.: 1.57651 3rd Qu.: 11.785 3rd Qu.:0.234306 3rd Qu.: 1.000 3rd Qu.:4.485e+05 3rd Qu.:4.014e+10 3rd Qu.:8.426e+14 3rd Qu.:3.110e+12 3rd Qu.:0.6791 3rd Qu.: 0.08132 3rd Qu.:0.0021084 3rd Qu.: 0.0487 3rd Qu.:9.576e+07 3rd Qu.:9.927e+14 3rd Qu.:4.716e+15 3rd Qu.:2.009e+12 3rd Qu.:9.467e+11 3rd Qu.:2.236e+13 3rd Qu.: 0.75600 3rd Qu.: 0.0513 3rd Qu.: 0.328 3rd Qu.: 0.0316 3rd Qu.: 0.0165 3rd Qu.: 0.2829 3rd Qu.: 3489 3rd Qu.: 0.67664 3rd Qu.:0.39706 3rd Qu.:0.6378 3rd Qu.:0.7610 3rd Qu.: 9.870 3rd Qu.: 4.9798 3rd Qu.: 3.2863 3rd Qu.: 224624 3rd Qu.:1.001e+10 3rd Qu.:1.030e+14 3rd Qu.:8.601e+11 3rd Qu.: 0.96801 3rd Qu.: 0.173793 3rd Qu.:0.0070418 3rd Qu.: 0.1496 3rd Qu.:4.756e+07 3rd Qu.:2.321e+14 3rd Qu.:1.229e+15 3rd Qu.:5.960e+11 3rd Qu.:3.247e+11 3rd Qu.:5.628e+12 3rd Qu.: 1.6012 3rd Qu.: 0.240 3rd Qu.: 1.5 3rd Qu.: 0.1038 3rd Qu.: 0.0623 3rd Qu.: 0.849 3rd Qu.: 2235.97 3rd Qu.: 0.71468 3rd Qu.:0.40505 3rd Qu.:0.642176 3rd Qu.:0.76579 3rd Qu.: 9.583 3rd Qu.: 4.7312 3rd Qu.: 3.0783 3rd Qu.: 48.885 3rd Qu.: 28.861 3rd Qu.: 20.7140 3rd Qu.: 34.063 3rd Qu.: 18.291 3rd Qu.: 41.124 3rd Qu.: 38.521 3rd Qu.: 28.241 3rd Qu.: 17.85836 3rd Qu.: 43.09 3rd Qu.: 55.784 3rd Qu.: 31.6768 3rd Qu.: 50.533 3rd Qu.: 22.757 3rd Qu.: 34.201 3rd Qu.: 51.245 3rd Qu.:1.6951 3rd Qu.: 44.401 3rd Qu.: 43.548 3rd Qu.: 24.61101 3rd Qu.: 38.067 3rd Qu.: 23.104 3rd Qu.: 18.381 3rd Qu.: 28.153 3rd Qu.:14.2932 3rd Qu.: 32.093 3rd Qu.: 32.1947 3rd Qu.: 21.497 3rd Qu.: 16.48613 3rd Qu.: 33.26 3rd Qu.: 43.503 3rd Qu.: 26.4085 3rd Qu.: 40.137 3rd Qu.: 18.9561 3rd Qu.: 27.575 3rd Qu.: 39.766 3rd Qu.:1.6914 3rd Qu.: 35.263 3rd Qu.: 34.639 3rd Qu.: 21.77351 3rd Qu.: 73.0 3rd Qu.: 73.0 3rd Qu.: 20.984 3rd Qu.: 15.462 3rd Qu.:0.86640 3rd Qu.:0.224290 3rd Qu.: 1.57648 3rd Qu.: 11.785 3rd Qu.:0.21894 3rd Qu.: 1.000 3rd Qu.: 277386 3rd Qu.:1.542e+10 3rd Qu.:2.021e+14 3rd Qu.: 1.124e+12 3rd Qu.: 0.7185 3rd Qu.: 0.08735 3rd Qu.:0.002255 3rd Qu.: 0.059 3rd Qu.:5.213e+07 3rd Qu.:2.714e+14 3rd Qu.:1.467e+15 3rd Qu.: 7.372e+11 3rd Qu.:3.666e+11 3rd Qu.:7.559e+12 3rd Qu.: 0.8658 3rd Qu.: 0.06 3rd Qu.: 0.4 3rd Qu.: 0.040 3rd Qu.: 0.021 3rd Qu.: 0.348 3rd Qu.: 2623 3rd Qu.: 0.47623 3rd Qu.:0.430740 3rd Qu.:0.657881 3rd Qu.:0.77446 3rd Qu.: 9.1723 3rd Qu.: 4.5220 3rd Qu.: 3.0496 3rd Qu.: 154705 3rd Qu.:4.842e+09 3rd Qu.:3.654e+13 3rd Qu.: 3.931e+11 3rd Qu.: 0.95724 3rd Qu.: 0.16472 3rd Qu.:6.37e-03 3rd Qu.: 0.15 3rd Qu.:2.891e+07 3rd Qu.:8.190e+13 3rd Qu.:4.684e+14 3rd Qu.: 2.776e+11 3rd Qu.:1.549e+11 3rd Qu.:2.352e+12 3rd Qu.: 1.593 3rd Qu.: 0.2 3rd Qu.: 1 3rd Qu.: 0.10 3rd Qu.: 0.06 3rd Qu.: 0.8 3rd Qu.: 1932.7 3rd Qu.: 0.49241 3rd Qu.:0.437075 3rd Qu.:0.661512 3rd Qu.:0.77858 3rd Qu.: 8.9285 3rd Qu.: 4.2922 3rd Qu.: 2.8621 3rd Qu.: 42.084 3rd Qu.: 25.024 3rd Qu.: 18.025 3rd Qu.: 29.357 3rd Qu.: 16.1210 3rd Qu.: 35.459 3rd Qu.: 32.573 3rd Qu.: 24.668 3rd Qu.: 15.17224 3rd Qu.: 36.844 3rd Qu.: 47.682 3rd Qu.: 26.99986 3rd Qu.: 42.840 3rd Qu.: 19.814 3rd Qu.: 29.427 3rd Qu.: 43.691 3rd Qu.:1.876 3rd Qu.: 37.526 3rd Qu.: 37.182 3rd Qu.: 20.67277 3rd Qu.: 34.357 3rd Qu.: 21.480 3rd Qu.: 16.526 3rd Qu.: 25.252 3rd Qu.:13.2071 3rd Qu.: 29.100 3rd Qu.: 28.8807 3rd Qu.: 19.766 3rd Qu.: 14.54660 3rd Qu.: 30.3589 3rd Qu.: 39.458 3rd Qu.: 24.17324 3rd Qu.: 36.0921 3rd Qu.: 17.204 3rd Qu.: 24.826 3rd Qu.: 35.9935 3rd Qu.:1.8738 3rd Qu.: 31.6637 3rd Qu.: 30.936 3rd Qu.: 19.29112 NA NA 3rd Qu.:0.2 3rd Qu.:1.9 3rd Qu.:1.4 3rd Qu.:1 3rd Qu.:2.4074 3rd Qu.: 4.882e-11 3rd Qu.:0.16020 3rd Qu.:0.0256640 3rd Qu.:-0.50652 3rd Qu.: 3.16183 3rd Qu.:2.8 3rd Qu.:4.05 3rd Qu.:0.5
NA NA NA NA NA NA NA Max. :1.00000 Max. :0.99888 Max. :1.00000 Max. :1.00000 Max. :137.00 Max. :106.00 Max. :106.00 Max. :1223.00 Max. :800.00 Max. :84.000 Max. :28.000 Max. :55.000 Max. :9.0000 Max. :109.00 Max. :1223.0 Max. :84.0 Max. :28.000 Max. :55.000 Max. :9.0000 NA Max. :2792.0000 Max. :374.00 Max. :150.00000 Max. :54.00000 Max. :252.000 Max. :604.0000 Max. :957.0000 Max. :5.994 Max. :470.000 Max. :675.000 Max. :2579.00 Max. :9934.00 Max. :187.00 Max. :1863.0000 Max. :588.000 Max. :2998.0000 Max. :434.000 Max. :206.000 Max. :307.00 Max. :0.4666667 Max. :559.000 Max. :120.000 Max. :251.00 Max. :21.0000 Max. :1.00000 Max. :698.000 Max. :199.0000 Max. :1.0000 Max. :71.000 Max. :782.00 Max. :124.000 Max. :5.000 Max. :3801.00 Max. :6134.000 Max. :320.0000 Max. :310.00 Max. :96.000 Max. :55694.91 Max. :442.4445 Max. :0.3708820 Max. :1.959560 Max. :0 Max. :43.44120 Max. :173.252 Max. :3.81387 Max. :29.2000 Max. :101.000 Max. :14.0000 Max. :9.0000 Max. :76.000 Max. :36.000 Max. :114577.0 Max. :114577.0 Max. :2427.944 Max. :441.1374 Max. :8.27483 Max. :7.483259 Max. :43.44118 Max. :173.252 Max. :9.567591 Max. :28.000 Max. :1.405e+09 Max. :4.028e+17 Max. :2.908e+25 Max. :4.576e+21 Max. :7.0523 Max. :6.01088 Max. :0.4110454 Max. :155.14438 Max. :2.508e+13 Max. :2.563e+25 Max. :5.138e+26 Max. :2.755e+21 Max. :1.541e+21 Max. :2.829e+22 Max. :78.66329 Max. :185.68325 Max. :5858.855 Max. :163.72430 Max. :180.95220 Max. :391.3543 Max. :303493 Max. : 59.04343 Max. :0.987816 Max. :1.000000 Max. :1.00000 Max. :98.658 Max. :30.724 Max. :19.928 Max. :368973217 Max. :8.724e+15 Max. :4.189e+22 Max. :1.969e+20 Max. :12.69302 Max. :9.536891 Max. :1.3166337 Max. :256.83437 Max. :6.449e+12 Max. :7.847e+23 Max. :3.424e+25 Max. :1.058e+20 Max. :4.508e+19 Max. :1.908e+21 Max. :237.24500 Max. :2117.8263 Max. :49207.68 Max. :195.21270 Max. :205.39015 Max. :1965.7776 Max. :55142.18 Max. : 89.96053 Max. :0.991462 Max. :1.000000 Max. :0.99999 Max. :97.687 Max. :30.768 Max. :19.3785 Max. :558.707 Max. :269.172 Max. :366.9917 Max. :446.136 Max. :208.128 Max. :455.10 Max. :476.213 Max. :297.28 Max. :299.01325 Max. :420.81 Max. :608.431 Max. :326.526 Max. :562.202 Max. :315.5733 Max. :407.494 Max. :534.474 Max. :2.2398 Max. :465.601 Max. :530.322 Max. :313.09343 Max. :204.724 Max. :114.735 Max. :121.8945 Max. :155.693 Max. :88.5386 Max. :171.170 Max. :165.826 Max. :120.864 Max. :122.49338 Max. :176.250 Max. :257.23 Max. :135.277 Max. :228.210 Max. :118.2292 Max. :150.700 Max. :227.606 Max. :2.2453 Max. :181.056 Max. :186.68 Max. :118.95937 Max. :69202.0 Max. :69202.0 Max. :1996.248 Max. :395.6953 Max. :8.37930 Max. :7.74548 Max. :43.44118 Max. :173.252 Max. :9.742684 Max. :24.000 Max. :1.174e+09 Max. :1.395e+17 Max. :5.891e+24 Max. :1.865e+21 Max. :9.3905 Max. :11.75143 Max. :1.2316115 Max. :552.6108 Max. :2.064e+13 Max. :8.031e+24 Max. :3.506e+26 Max. :9.640e+20 Max. :4.419e+20 Max. :1.948e+22 Max. :170.55687 Max. :1041.5179 Max. :28145.456 Max. :605.6131 Max. :640.9480 Max. :1137.3791 Max. :249531 Max. : 68.49648 Max. :0.98371 Max. :1.0000 Max. :1.0000 Max. :98.061 Max. :29.7917 Max. :19.0627 Max. :332033276 Max. :6.809e+15 Max. :2.687e+22 Max. :1.543e+20 Max. :21.27199 Max. :12.123442 Max. :2.5717040 Max. :1323.1661 Max. :5.737e+12 Max. :6.200e+23 Max. :2.727e+25 Max. :8.445e+19 Max. :3.789e+19 Max. :1.528e+21 Max. :610.1639 Max. :10288.594 Max. :342909.1 Max. :1968.1743 Max. :2413.6289 Max. :8723.728 Max. :49461.92 Max. : 76.90189 Max. :0.99676 Max. :1.000000 Max. :0.99999 Max. :97.271 Max. :29.7928 Max. :18.6913 Max. :470.278 Max. :244.072 Max. :291.5568 Max. :370.986 Max. :191.756 Max. :403.296 Max. :371.703 Max. :260.674 Max. :263.61833 Max. :346.38 Max. :483.583 Max. :284.5991 Max. :451.555 Max. :295.235 Max. :368.126 Max. :422.490 Max. :3.2084 Max. :374.633 Max. :447.270 Max. :275.17238 Max. :195.030 Max. :108.665 Max. :111.767 Max. :147.490 Max. :86.3198 Max. :163.494 Max. :158.5922 Max. :117.450 Max. :117.45408 Max. :170.92 Max. :249.129 Max. :128.1325 Max. :218.425 Max. :112.7782 Max. :143.243 Max. :220.686 Max. :3.2118 Max. :175.314 Max. :182.229 Max. :116.64312 Max. :45564.0 Max. :45564.0 Max. :1632.536 Max. :351.187 Max. :8.54131 Max. :7.958788 Max. :43.44118 Max. :173.252 Max. :9.94605 Max. :26.000 Max. :981067387 Max. :5.892e+16 Max. :2.034e+24 Max. : 1.241e+21 Max. :24.4797 Max. :21.69251 Max. :6.417807 Max. :3374.842 Max. :1.699e+13 Max. :5.290e+24 Max. :2.392e+26 Max. : 6.527e+20 Max. :2.607e+20 Max. :1.340e+22 Max. :681.9465 Max. :48073.17 Max. :459388.4 Max. :3367.004 Max. :3361.778 Max. :11325.292 Max. :204067 Max. : 108.61876 Max. :0.985745 Max. :1.000000 Max. :1.00000 Max. :97.5667 Max. :28.9217 Max. :18.2180 Max. :295882633 Max. :5.211e+15 Max. :1.683e+22 Max. : 1.197e+20 Max. :70.33435 Max. :115.54759 Max. :1.13e+02 Max. :197912.79 Max. :5.055e+12 Max. :4.832e+23 Max. :2.131e+25 Max. : 6.714e+19 Max. :3.209e+19 Max. :1.200e+21 Max. :9993.608 Max. :2154055.6 Max. :98228131 Max. :264833.31 Max. :309447.00 Max. :486815.8 Max. :43898.3 Max. : 114.37758 Max. :0.993696 Max. :1.000000 Max. :0.99937 Max. :96.8899 Max. :28.5968 Max. :17.6757 Max. :414.422 Max. :220.720 Max. :228.837 Max. :319.739 Max. :195.1591 Max. :344.612 Max. :322.336 Max. :261.961 Max. :187.85387 Max. :315.912 Max. :441.026 Max. :256.74982 Max. :402.721 Max. :241.833 Max. :300.395 Max. :379.816 Max. :4.574 Max. :345.042 Max. :377.547 Max. :213.53658 Max. :189.095 Max. :102.372 Max. :107.149 Max. :141.497 Max. :83.3784 Max. :156.073 Max. :151.9535 Max. :113.029 Max. :115.15058 Max. :164.7680 Max. :239.466 Max. :120.55661 Max. :208.2121 Max. :105.925 Max. :136.399 Max. :212.6383 Max. :4.5756 Max. :168.9092 Max. :176.828 Max. :115.95353 NA NA Max. :0.2 Max. :1.9 Max. :1.4 Max. :1 Max. :7.6017 Max. : 2.617e-07 Max. :0.79747 Max. :0.6359637 Max. :-0.04254 Max. :43.35182 Max. :2.8 Max. :4.05 Max. :0.5

6 Ekstrakcja danych należących do najistotniejszych klas

Zaczęto od wyłuskania 50 najczęściej występujących etykiet klas, następnie przefiltrowano istniejący zbiór danych za pomocą wyłuskanego zbioru etykiet.

7 Korelacja pomiędzy zmiennymi

Kolumny, dla których liczona jest korelacja muszą zawierać wartości numeryczne. Dlatego też tylko takie, które je zawierają zostały wzięte pod uwagę w tej sekcji. Zachodzi również potrzeba wyłączenia z analizy korelacji kolumn o odchyleniu standardowym bliskim zeru ze względu na wymagania dotyczące metody tworzącej wykres.

8 Liczność poszczególnych klas

W tej sekcji przedstawiono liczność występujących w danych klas za pomocą interaktywnej tabeli.

9 Wykresy rozkładu liczby atomów oraz elektronów

Interaktywne wykresy rozkładu liczby elektronów oraz atomów

11 Wykres rozkładu wartości dla wybranych atrybutów

Rozkład wartości dla poszczególnych atrybutów zaczynających się od “part_01”

12 Interaktywny wykres

Wykres słupkowy przedstawia liczbę elementów należącą do poszczególnych klas.

13 Regresja

14 Klasyfikacja